Inductive Temporal Knowledge Graph Link Prediction on ICEWS 18 (5:2:3 chronological split)
0.1344Hits@3TRANSFIR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRANSFIRCategory=Ours2026.04 | 0.1344 | 0.1177 | 0.2324 | |
| LogCL(2024)Category=Graph-based2026.04 | 0.1064 | 0.0903 | 0.1548 | |
| REGCN(2021)Category=Graph-based2026.04 | 0.1004 | 0.0947 | 0.1797 | |
| MGESL(2024)Category=Graph-based2026.04 | 0.0809 | 0.0747 | 0.1031 | |
| CompGCN(2020)Category=Inductive2026.04 | 0.0745 | 0.0638 | 0.1049 | |
| ICL(2023)Category=Inductive2026.04 | 0.0727 | 0.0639 | 0.0938 | |
| ECEformer(2024)Category=Path2026.04 | 0.068 | 0.0323 | 0.0454 | |
| TILP(2024)Category=Path2026.04 | 0.0669 | 0.0498 | 0.1659 | |
| GenTKG(2024)Category=Path2026.04 | 0.054 | — | 0.1512 | |
| HisRes(2025)Category=Graph-based2026.04 | 0.0434 | 0.0445 | 0.0735 | |
| PPT(2023)Category=Inductive2026.04 | 0.0386 | 0.0368 | 0.065 | |
| MLEMKD(2025)Category=Graph-based2026.04 | 0.0382 | 0.0402 | 0.0831 | |
| InGram(2023)Category=Inductive2026.04 | 0.0265 | 0.0254 | 0.0518 | |
| TLogic(2022)Category=Path2026.04 | 0.0131 | 0.0141 | 0.0262 | |
| MorsE(2022)Category=Inductive2026.04 | 0.0075 | 0.0078 | 0.0126 | |
| HiSMatch(2022)Category=Graph-based2026.04 | 0.0058 | 0.0055 | 0.0076 | |
| CyGNet(2021)Category=Graph-based2026.04 | 0.002 | 0.0031 | 0.0047 |